Reporte de Perfilado de Datos de Galaxias

Dataset statistics

Number of variables	13
Number of observations	12287
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.2 MiB
Average record size in memory	104.0 B

Variable types

Numeric	10
Categorical	3

Alerts

`dec` is highly overall correlated with `objid`	High correlation
`g` is highly overall correlated with `i` and 3 other fields	High correlation
`i` is highly overall correlated with `g` and 2 other fields	High correlation
`objid` is highly overall correlated with `dec`	High correlation
`petror90_r` is highly overall correlated with `g` and 1 other fields	High correlation
`r` is highly overall correlated with `g` and 3 other fields	High correlation
`spiral` is highly overall correlated with `uncertain`	High correlation
`u` is highly overall correlated with `g` and 2 other fields	High correlation
`uncertain` is highly overall correlated with `spiral`	High correlation

Reproduction

Analysis started	2024-07-26 13:45:01.538229
Analysis finished	2024-07-26 13:45:10.663018
Duration	9.12 seconds
Software version	ydata-profiling vv4.9.0
Download configuration	config.json

objid
Real number (ℝ)

HIGH CORRELATION

Distinct	12278
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.237658 × 10¹⁸

Minimum	1.2376487 × 10¹⁸
Maximum	1.2376747 × 10¹⁸
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	1.2376487 × 10¹⁸
5-th percentile	1.2376487 × 10¹⁸
Q1	1.2376518 × 10¹⁸
median	1.2376557 × 10¹⁸
Q3	1.2376622 × 10¹⁸
95-th percentile	1.237672 × 10¹⁸
Maximum	1.2376747 × 10¹⁸
Range	2.5982937 × 10¹³
Interquartile range (IQR)	1.0377989 × 10¹³

Descriptive statistics

Standard deviation	6.7996122 × 10¹²
Coefficient of variation (CV)	5.4939347 × 10^-6
Kurtosis	-0.047130061
Mean	1.237658 × 10¹⁸
Median Absolute Deviation (MAD)	4.8699499 × 10¹²
Skewness	0.74050304
Sum	1.5207104 × 10²²
Variance	4.6234726 × 10²⁵
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.237654607 × 10¹⁸	2	< 0.1%
1.237651737 × 10¹⁸	2	< 0.1%
1.23765488 × 10¹⁸	2	< 0.1%
1.237660412 × 10¹⁸	2	< 0.1%
1.237654031 × 10¹⁸	2	< 0.1%
1.237662247 × 10¹⁸	2	< 0.1%
1.237658423 × 10¹⁸	2	< 0.1%
1.237658425 × 10¹⁸	2	< 0.1%
1.237661951 × 10¹⁸	2	< 0.1%
1.237658492 × 10¹⁸	1	< 0.1%
Other values (12268)	12268	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1.237648673 × 10¹⁸	1	< 0.1%
1.237648674 × 10¹⁸	1	< 0.1%
1.237648674 × 10¹⁸	1	< 0.1%
1.237648675 × 10¹⁸	1	< 0.1%
1.237648675 × 10¹⁸	1	< 0.1%
1.237648675 × 10¹⁸	1	< 0.1%
1.237648675 × 10¹⁸	1	< 0.1%
1.237648703 × 10¹⁸	1	< 0.1%
1.237648703 × 10¹⁸	1	< 0.1%
1.237648703 × 10¹⁸	1	< 0.1%

Value	Count	Frequency (%)
1.237674656 × 10¹⁸	1	< 0.1%
1.237674656 × 10¹⁸	1	< 0.1%
1.237674655 × 10¹⁸	1	< 0.1%
1.237674655 × 10¹⁸	1	< 0.1%
1.237674655 × 10¹⁸	1	< 0.1%
1.237674655 × 10¹⁸	1	< 0.1%
1.237674654 × 10¹⁸	1	< 0.1%
1.237674654 × 10¹⁸	1	< 0.1%
1.237674654 × 10¹⁸	1	< 0.1%
1.237674652 × 10¹⁸	1	< 0.1%

nvote
Real number (ℝ)

Distinct	72
Distinct (%)	0.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	38.62912

Minimum	10
Maximum	82
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	10
5-th percentile	23
Q1	28
median	33
Q3	51
95-th percentile	65
Maximum	82
Range	72
Interquartile range (IQR)	23

Descriptive statistics

Standard deviation	13.846837
Coefficient of variation (CV)	0.35845592
Kurtosis	-0.54601574
Mean	38.62912
Median Absolute Deviation (MAD)	7
Skewness	0.79734954
Sum	474636
Variance	191.73489
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30	650	5.3%
29	642	5.2%
31	631	5.1%
28	598	4.9%
32	596	4.9%
27	566	4.6%
33	510	4.2%
26	478	3.9%
34	455	3.7%
35	414	3.4%
Other values (62)	6747	54.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10	1	< 0.1%
11	1	< 0.1%
12	1	< 0.1%
13	3	< 0.1%
15	5	< 0.1%
16	19	0.2%
17	16	0.1%
18	45	0.4%
19	64	0.5%
20	89	0.7%

Value	Count	Frequency (%)
82	1	< 0.1%
81	1	< 0.1%
80	1	< 0.1%
79	5	< 0.1%
78	7	0.1%
77	9	0.1%
76	14	0.1%
75	15	0.1%
74	17	0.1%
73	23	0.2%

spiral
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	600.1 KiB

0	7022
1	5265

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12287
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

Most occurring characters

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	7022	57.1%
1	5265	42.9%

elliptical
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	600.1 KiB

0	9340
1	2947

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12287
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	1
2nd row	1
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

Most occurring characters

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	9340	76.0%
1	2947	24.0%

uncertain
Categorical

HIGH CORRELATION

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	600.1 KiB

0	8212
1	4075

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	12287
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	0
3rd row	0
4th row	0
5th row	0

Common Values

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

Most occurring characters

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	12287	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
0	8212	66.8%
1	4075	33.2%

ra
Real number (ℝ)

Distinct	12278
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	188.26488

Minimum	119.70954
Maximum	248.18391
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	119.70954
5-th percentile	133.82117
Q1	162.53604
median	189.68927
Q3	216.47319
95-th percentile	234.7411
Maximum	248.18391
Range	128.47437
Interquartile range (IQR)	53.937147

Descriptive statistics

Standard deviation	32.307552
Coefficient of variation (CV)	0.1716069
Kurtosis	-1.0636174
Mean	188.26488
Median Absolute Deviation (MAD)	26.962916
Skewness	-0.17994411
Sum	2313210.6
Variance	1043.7779
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
183.1376821	2	< 0.1%
213.5957917	2	< 0.1%
198.4660514	2	< 0.1%
138.588716	2	< 0.1%
166.3605633	2	< 0.1%
209.5839626	2	< 0.1%
177.6260604	2	< 0.1%
176.2730082	2	< 0.1%
235.7312376	2	< 0.1%
188.1184096	1	< 0.1%
Other values (12268)	12268	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
119.7095358	1	< 0.1%
119.8597716	1	< 0.1%
119.9105983	1	< 0.1%
120.1650589	1	< 0.1%
120.1802024	1	< 0.1%
120.1922839	1	< 0.1%
120.3781158	1	< 0.1%
120.3937082	1	< 0.1%
120.400965	1	< 0.1%
120.4423862	1	< 0.1%

Value	Count	Frequency (%)
248.1839079	1	< 0.1%
248.0209498	1	< 0.1%
247.8003051	1	< 0.1%
247.7783207	1	< 0.1%
247.2021563	1	< 0.1%
247.1199908	1	< 0.1%
247.077152	1	< 0.1%
246.9772498	1	< 0.1%
246.9382393	1	< 0.1%
246.9248501	1	< 0.1%

dec
Real number (ℝ)

HIGH CORRELATION

Distinct	12278
Distinct (%)	99.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.1783261

Minimum	-3.7289935
Maximum	9.9997066
Zeros	0
Zeros (%)	0.0%
Negative	1972
Negative (%)	16.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	-3.7289935
5-th percentile	-2.0352662
Q1	1.2428202
median	4.3715158
Q3	7.3464072
95-th percentile	9.486792
Maximum	9.9997066
Range	13.7287
Interquartile range (IQR)	6.103587

Descriptive statistics

Standard deviation	3.6311655
Coefficient of variation (CV)	0.86904789
Kurtosis	-0.99960444
Mean	4.1783261
Median Absolute Deviation (MAD)	3.0491538
Skewness	-0.22679547
Sum	51339.092
Variance	13.185363
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.076856564	2	< 0.1%
2.978021294	2	< 0.1%
4.297308051	2	< 0.1%
6.870832209	2	< 0.1%
3.421162994	2	< 0.1%
7.225087329	2	< 0.1%
6.94198728	2	< 0.1%
8.469523471	2	< 0.1%
9.228520048	2	< 0.1%
9.243606437	1	< 0.1%
Other values (12268)	12268	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-3.728993456	1	< 0.1%
-3.709671388	1	< 0.1%
-3.708275699	1	< 0.1%
-3.707178831	1	< 0.1%
-3.696449354	1	< 0.1%
-3.696313251	1	< 0.1%
-3.687864061	1	< 0.1%
-3.682686892	1	< 0.1%
-3.679478654	1	< 0.1%
-3.678621113	1	< 0.1%

Value	Count	Frequency (%)
9.999706617	1	< 0.1%
9.9961496	1	< 0.1%
9.995553668	1	< 0.1%
9.995329181	1	< 0.1%
9.994284924	1	< 0.1%
9.993891377	1	< 0.1%
9.991507065	1	< 0.1%
9.990768244	1	< 0.1%
9.990416356	1	< 0.1%
9.990285956	1	< 0.1%

petror90_r
Real number (ℝ)

HIGH CORRELATION

Distinct	12146
Distinct (%)	98.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.059717

Minimum	10.00003
Maximum	243.0828
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	10.00003
5-th percentile	10.141443
Q1	10.829195
median	12.12908
Q3	14.805175
95-th percentile	23.430055
Maximum	243.0828
Range	233.08277
Interquartile range (IQR)	3.97598

Descriptive statistics

Standard deviation	7.1603742
Coefficient of variation (CV)	0.50928294
Kurtosis	216.48596
Mean	14.059717
Median Absolute Deviation (MAD)	1.5928
Skewness	10.408472
Sum	172751.75
Variance	51.270959
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
11.02207	3	< 0.1%
12.41411	2	< 0.1%
10.14613	2	< 0.1%
17.73321	2	< 0.1%
11.00344	2	< 0.1%
10.50061	2	< 0.1%
11.91953	2	< 0.1%
13.75332	2	< 0.1%
11.66383	2	< 0.1%
10.10332	2	< 0.1%
Other values (12136)	12266	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
10.00003	1	< 0.1%
10.00005	1	< 0.1%
10.00011	1	< 0.1%
10.00035	1	< 0.1%
10.00058	1	< 0.1%
10.00145	1	< 0.1%
10.00177	1	< 0.1%
10.00193	1	< 0.1%
10.00229	1	< 0.1%
10.00244	1	< 0.1%

Value	Count	Frequency (%)
243.0828	1	< 0.1%
231.1218	1	< 0.1%
157.0176	1	< 0.1%
150.2384	1	< 0.1%
126.9922	1	< 0.1%
124.8568	1	< 0.1%
118.2117	1	< 0.1%
116.8821	1	< 0.1%
107.7707	1	< 0.1%
100.3658	1	< 0.1%

expAB_r
Real number (ℝ)

Distinct	12241
Distinct (%)	99.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.62318581

Minimum	0.05
Maximum	0.9999983
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	0.05
5-th percentile	0.21183214
Q1	0.4632574
median	0.662973
Q3	0.8095368
95-th percentile	0.92830867
Maximum	0.9999983
Range	0.9499983
Interquartile range (IQR)	0.3462794

Descriptive statistics

Standard deviation	0.22263451
Coefficient of variation (CV)	0.35725222
Kurtosis	-0.79530298
Mean	0.62318581
Median Absolute Deviation (MAD)	0.1614991
Skewness	-0.447677
Sum	7657.0841
Variance	0.049566126
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.05	17	0.1%
0.2500007	3	< 0.1%
0.4100322	2	< 0.1%
0.2000009	2	< 0.1%
0.199956	2	< 0.1%
0.3500022	2	< 0.1%
0.7835927	2	< 0.1%
0.6054484	2	< 0.1%
0.5771658	2	< 0.1%
0.7386402	2	< 0.1%
Other values (12231)	12251	99.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.05	17	0.1%
0.05205885	1	< 0.1%
0.07250749	1	< 0.1%
0.09999482	1	< 0.1%
0.1013182	1	< 0.1%
0.1037414	1	< 0.1%
0.1055809	1	< 0.1%
0.1057831	1	< 0.1%
0.1062607	1	< 0.1%
0.1064134	1	< 0.1%

Value	Count	Frequency (%)
0.9999983	1	< 0.1%
0.9999921	1	< 0.1%
0.9999917	1	< 0.1%
0.9999601	1	< 0.1%
0.9999282	1	< 0.1%
0.9999271	1	< 0.1%
0.9999145	1	< 0.1%
0.9998941	1	< 0.1%
0.9998832	1	< 0.1%
0.9998824	1	< 0.1%

u
Real number (ℝ)

HIGH CORRELATION

Distinct	12063
Distinct (%)	98.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	18.147065

Minimum	8.060121
Maximum	29.42589
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	8.060121
5-th percentile	16.26787
Q1	17.350055
median	18.05763
Q3	18.767205
95-th percentile	20.367216
Maximum	29.42589
Range	21.365769
Interquartile range (IQR)	1.41715

Descriptive statistics

Standard deviation	1.3453295
Coefficient of variation (CV)	0.074134829
Kurtosis	7.5300245
Mean	18.147065
Median Absolute Deviation (MAD)	0.70878
Skewness	1.3415337
Sum	222972.99
Variance	1.8099116
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18.35346	3	< 0.1%
18.16707	3	< 0.1%
19.52535	3	< 0.1%
18.16183	2	< 0.1%
16.54961	2	< 0.1%
17.95578	2	< 0.1%
18.57583	2	< 0.1%
18.97404	2	< 0.1%
18.25848	2	< 0.1%
18.87083	2	< 0.1%
Other values (12053)	12264	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.060121	1	< 0.1%
9.145649	1	< 0.1%
10.3679	1	< 0.1%
10.66987	1	< 0.1%
11.89966	1	< 0.1%
12.60942	1	< 0.1%
12.85339	1	< 0.1%
12.88416	1	< 0.1%
12.97762	1	< 0.1%
13.00258	1	< 0.1%

Value	Count	Frequency (%)
29.42589	1	< 0.1%
29.40972	1	< 0.1%
28.64978	1	< 0.1%
28.56798	1	< 0.1%
28.10846	1	< 0.1%
27.62654	1	< 0.1%
27.35838	1	< 0.1%
27.33539	1	< 0.1%
27.31128	1	< 0.1%
27.18354	1	< 0.1%

g
Real number (ℝ)

HIGH CORRELATION

Distinct	12082
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	16.470099

Minimum	8.236569
Maximum	28.05585
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	8.236569
5-th percentile	14.706084
Q1	15.78604
median	16.44064
Q3	17.1411
95-th percentile	18.200847
Maximum	28.05585
Range	19.819281
Interquartile range (IQR)	1.35506

Descriptive statistics

Standard deviation	1.135328
Coefficient of variation (CV)	0.068932672
Kurtosis	9.6009475
Mean	16.470099
Median Absolute Deviation (MAD)	0.67717
Skewness	1.0584187
Sum	202368.11
Variance	1.2889696
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
16.26263	3	< 0.1%
16.30359	3	< 0.1%
16.31939	2	< 0.1%
16.34841	2	< 0.1%
15.93336	2	< 0.1%
15.52971	2	< 0.1%
16.49604	2	< 0.1%
13.60418	2	< 0.1%
17.19862	2	< 0.1%
16.81203	2	< 0.1%
Other values (12072)	12265	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
8.236569	1	< 0.1%
8.985449	1	< 0.1%
12.39236	1	< 0.1%
12.42013	1	< 0.1%
12.47631	1	< 0.1%
12.50193	1	< 0.1%
12.57766	1	< 0.1%
12.63298	1	< 0.1%
12.80376	1	< 0.1%
12.88785	1	< 0.1%

Value	Count	Frequency (%)
28.05585	1	< 0.1%
27.94282	1	< 0.1%
27.35944	1	< 0.1%
27.26381	1	< 0.1%
27.02163	1	< 0.1%
26.95738	1	< 0.1%
26.66645	1	< 0.1%
26.64876	1	< 0.1%
26.43438	1	< 0.1%
26.07533	1	< 0.1%

r
Real number (ℝ)

HIGH CORRELATION

Distinct	12086
Distinct (%)	98.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.681556

Minimum	7.406818
Maximum	18.60007
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	7.406818
5-th percentile	13.950105
Q1	15.041755
median	15.68049
Q3	16.388135
95-th percentile	17.325752
Maximum	18.60007
Range	11.193252
Interquartile range (IQR)	1.34638

Descriptive statistics

Standard deviation	1.0219033
Coefficient of variation (CV)	0.065165936
Kurtosis	1.0380106
Mean	15.681556
Median Absolute Deviation (MAD)	0.67337
Skewness	-0.38484377
Sum	192679.28
Variance	1.0442863
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.46082	3	< 0.1%
16.16945	3	< 0.1%
16.14091	3	< 0.1%
16.41709	3	< 0.1%
16.37461	2	< 0.1%
15.61271	2	< 0.1%
14.53724	2	< 0.1%
15.62199	2	< 0.1%
15.83766	2	< 0.1%
14.61514	2	< 0.1%
Other values (12076)	12263	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.406818	1	< 0.1%
7.861018	1	< 0.1%
8.617517	1	< 0.1%
8.848534	1	< 0.1%
9.263449	1	< 0.1%
9.503851	1	< 0.1%
11.4944	1	< 0.1%
11.51303	1	< 0.1%
11.56767	1	< 0.1%
11.82123	1	< 0.1%

Value	Count	Frequency (%)
18.60007	1	< 0.1%
18.5167	1	< 0.1%
18.45914	1	< 0.1%
18.43695	1	< 0.1%
18.39835	1	< 0.1%
18.36972	1	< 0.1%
18.2617	1	< 0.1%
18.24247	1	< 0.1%
18.23374	1	< 0.1%
18.19725	1	< 0.1%

i
Real number (ℝ)

HIGH CORRELATION

Distinct	12081
Distinct (%)	98.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.340306

Minimum	7.284586
Maximum	27.88026
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	96.1 KiB

Quantile statistics

Minimum	7.284586
5-th percentile	13.570022
Q1	14.66647
median	15.30474
Q3	16.043005
95-th percentile	17.025636
Maximum	27.88026
Range	20.595674
Interquartile range (IQR)	1.376535

Descriptive statistics

Standard deviation	1.1313742
Coefficient of variation (CV)	0.07375174
Kurtosis	12.710052
Mean	15.340306
Median Absolute Deviation (MAD)	0.68509
Skewness	1.1999417
Sum	188486.33
Variance	1.2800076
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
15.27555	3	< 0.1%
15.50948	2	< 0.1%
15.60249	2	< 0.1%
15.78922	2	< 0.1%
14.57713	2	< 0.1%
17.07409	2	< 0.1%
15.58189	2	< 0.1%
13.83605	2	< 0.1%
14.95599	2	< 0.1%
14.80717	2	< 0.1%
Other values (12071)	12266	99.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.284586	1	< 0.1%
7.871393	1	< 0.1%
8.424062	1	< 0.1%
11.04099	1	< 0.1%
11.14058	1	< 0.1%
11.40071	1	< 0.1%
11.50133	1	< 0.1%
11.50262	1	< 0.1%
11.63305	1	< 0.1%
11.69665	1	< 0.1%

Value	Count	Frequency (%)
27.88026	1	< 0.1%
27.81611	1	< 0.1%
27.11193	1	< 0.1%
26.62337	1	< 0.1%
26.47976	1	< 0.1%
26.25667	1	< 0.1%
26.02874	1	< 0.1%
25.87345	1	< 0.1%
25.51111	1	< 0.1%
25.44893	1	< 0.1%

Auto

Heatmap
Table

	dec	elliptical	expAB_r	g	i	nvote	objid	petror90_r	r	ra	spiral	u	uncertain
dec	1.000	0.031	-0.026	-0.018	-0.006	-0.003	0.593	0.029	-0.010	0.001	0.015	-0.028	0.000
elliptical	0.031	1.000	0.421	0.070	0.124	0.026	0.000	0.000	0.114	0.028	0.486	0.145	0.395
expAB_r	-0.026	0.421	1.000	-0.054	-0.097	-0.005	-0.027	-0.012	-0.088	-0.039	0.449	0.004	0.227
g	-0.018	0.070	-0.054	1.000	0.945	-0.007	-0.016	-0.506	0.963	-0.054	0.175	0.924	0.163
i	-0.006	0.124	-0.097	0.945	1.000	-0.010	-0.004	-0.488	0.987	-0.039	0.072	0.785	0.184
nvote	-0.003	0.026	-0.005	-0.007	-0.010	1.000	0.004	0.010	-0.010	-0.005	0.027	0.000	0.046
objid	0.593	0.000	-0.027	-0.016	-0.004	0.004	1.000	0.018	-0.008	0.115	0.027	-0.024	0.010
petror90_r	0.029	0.000	-0.012	-0.506	-0.488	0.010	0.018	1.000	-0.511	0.015	0.036	-0.458	0.058
r	-0.010	0.114	-0.088	0.963	0.987	-0.010	-0.008	-0.511	1.000	-0.046	0.114	0.823	0.206
ra	0.001	0.028	-0.039	-0.054	-0.039	-0.005	0.115	0.015	-0.046	1.000	0.041	-0.054	0.011
spiral	0.015	0.486	0.449	0.175	0.072	0.027	0.027	0.036	0.114	0.041	1.000	0.234	0.610
u	-0.028	0.145	0.004	0.924	0.785	0.000	-0.024	-0.458	0.823	-0.054	0.234	1.000	0.137
uncertain	0.000	0.395	0.227	0.163	0.184	0.046	0.010	0.058	0.206	0.011	0.610	0.137	1.000

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	objid	nvote	spiral	elliptical	uncertain	ra	dec	petror90_r	expAB_r	u	g	r	i
0	1237648673992671592	40	0	1	0	237.945144	-0.105170	13.36310	0.923567	17.60677	15.52986	14.62853	14.21786
1	1237648674529476946	52	0	1	0	237.798299	0.319624	11.13560	0.729229	18.60427	16.59233	15.64660	15.23424
2	1237648674529476993	47	1	0	0	237.811418	0.293006	10.64184	0.519332	17.71102	16.29218	15.63511	15.30861
3	1237648675066675556	33	1	0	0	238.489210	0.688090	10.56850	0.542142	17.14548	15.78218	15.14973	14.77505
4	1237648704063340840	65	1	0	0	236.173157	-0.253611	14.08793	0.193187	17.85771	16.55570	16.00226	15.70330
5	1237648704063734168	64	1	0	0	237.125387	-0.367078	10.43547	0.207466	18.65130	17.21418	16.53152	16.14213
6	1237648704600343113	60	1	0	0	236.465259	0.035219	15.21202	0.231327	19.37041	17.51522	16.80712	16.40449
7	1237648704600670761	29	1	0	0	237.330366	0.182667	28.32715	0.373905	16.79140	14.88352	13.99056	13.53973
8	1237648704600735996	62	0	0	1	237.498066	0.201994	24.87561	0.482582	16.27164	14.40349	13.56447	13.15807
9	1237648704600867002	51	1	0	0	237.778159	0.086978	11.07977	0.418571	19.50754	17.67222	16.71310	16.25407

	objid	nvote	spiral	elliptical	uncertain	ra	dec	petror90_r	expAB_r	u	g	r	i
12277	1237671266034450476	35	0	0	1	191.419615	1.975302	13.06238	0.461358	17.46367	15.71859	14.89720	14.50486
12278	1237671266571255951	21	1	0	0	191.167884	1.848602	12.09291	0.538830	17.74418	15.73270	14.85744	14.43248
12279	1237671267107864815	34	1	0	0	190.669680	1.345720	30.95553	0.634804	15.94554	14.39252	13.79837	13.46101
12280	1237671267107864918	26	1	0	0	190.698324	1.378107	10.50238	0.456932	18.18771	17.25215	16.98611	16.77859
12281	1237671764250460324	28	0	0	1	191.310771	1.805299	11.37065	0.745258	18.48973	16.69416	15.88488	15.49711
12282	1237671764787200137	36	0	0	1	190.830530	1.550713	10.59094	0.971643	18.31974	16.78312	15.99764	15.62374
12283	1237671764787331325	27	1	0	0	190.889807	1.810234	15.64854	0.349454	17.80250	16.02506	15.23510	14.80043
12284	1237671765324333339	43	1	0	0	190.436682	2.089549	10.92307	0.285187	19.20432	18.03366	17.58185	17.37344
12285	1237671765324595358	57	0	1	0	190.464426	2.738842	10.64187	0.559680	18.62956	16.47706	15.51064	15.11258
12286	1237671765324988604	30	0	1	0	190.502283	3.640413	22.06682	0.782272	17.38357	15.52248	14.60565	14.19696

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample